DocumentCode :
294755
Title :
A method for realization of an ARMAX lattice filter
Author :
Haseyama, Miki ; Aketa, Yoshihiro ; Kitajima, Hideo
Author_Institution :
Fac. of Eng., Hokkaido Univ., Sapporo, Japan
Volume :
3
fYear :
1995
fDate :
9-12 May 1995
Firstpage :
1705
Abstract :
This paper proposes a method for realization of an ARMAS lattice filter. The ARMAX (autoregressive moving average model with exogenous variable) model identification is significant because the ARMAX model is a standard tool in the control field, and it can be performed by the proposed algorithm. One of the recursive least-square methods for the ARMAX model identification is the ELS (extended least squares). Applied to the ARMAX model identification, the ELS uses o(N2) multiplications, where NΔ=AR order+MA order+X order. When the proposed realization method of the ARMAX lattice filter is used, o(M) multiplications are needed for the ARMAX model identification, where MΔ=max{AR, order, MA order, X order}
Keywords :
autoregressive moving average processes; filtering theory; lattice filters; least squares approximations; recursive estimation; ARMAX lattice filter; ARMAX model; ARMAX model identification; extended least squares; multiplications; recursive least-square methods; Adaptive filters; Autoregressive processes; Lattices; Least squares methods; Linear systems; Parameter estimation; Signal processing; Signal processing algorithms; White noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
ISSN :
1520-6149
Print_ISBN :
0-7803-2431-5
Type :
conf
DOI :
10.1109/ICASSP.1995.479934
Filename :
479934
Link To Document :
بازگشت